Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 7905 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 5 |
| Boolean | 3 |
n_days is highly overall correlated with ascites | High correlation |
bilirubin is highly overall correlated with copper | High correlation |
copper is highly overall correlated with bilirubin | High correlation |
ascites is highly overall correlated with n_days and 1 other fields | High correlation |
hepatomegaly is highly overall correlated with stage | High correlation |
edema is highly overall correlated with ascites | High correlation |
stage is highly overall correlated with hepatomegaly | High correlation |
sex is highly imbalanced (62.7%) | Imbalance |
ascites is highly imbalanced (72.2%) | Imbalance |
edema is highly imbalanced (65.7%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
Reproduction
| Analysis started | 2023-12-05 20:01:12.041276 |
|---|---|
| Analysis finished | 2023-12-05 20:01:57.169548 |
| Duration | 45.13 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 7905 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3952 |
| Minimum | 0 |
|---|---|
| Maximum | 7904 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 395.2 |
| Q1 | 1976 |
| median | 3952 |
| Q3 | 5928 |
| 95-th percentile | 7508.8 |
| Maximum | 7904 |
| Range | 7904 |
| Interquartile range (IQR) | 3952 |
Descriptive statistics
| Standard deviation | 2282.1213 |
|---|---|
| Coefficient of variation (CV) | 0.57745984 |
| Kurtosis | -1.2 |
| Mean | 3952 |
| Median Absolute Deviation (MAD) | 1976 |
| Skewness | 0 |
| Sum | 31240560 |
| Variance | 5208077.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 5280 | 1 | < 0.1% |
| 5278 | 1 | < 0.1% |
| 5277 | 1 | < 0.1% |
| 5276 | 1 | < 0.1% |
| 5275 | 1 | < 0.1% |
| 5274 | 1 | < 0.1% |
| 5273 | 1 | < 0.1% |
| 5272 | 1 | < 0.1% |
| 5271 | 1 | < 0.1% |
| Other values (7895) | 7895 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 7904 | 1 | |
| 7903 | 1 | |
| 7902 | 1 | |
| 7901 | 1 | |
| 7900 | 1 | |
| 7899 | 1 | |
| 7898 | 1 | |
| 7897 | 1 | |
| 7896 | 1 | |
| 7895 | 1 |
n_days
Real number (ℝ)
| Distinct | 461 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2030.1733 |
| Minimum | 41 |
|---|---|
| Maximum | 4795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 334 |
| Q1 | 1230 |
| median | 1831 |
| Q3 | 2689 |
| 95-th percentile | 4127 |
| Maximum | 4795 |
| Range | 4754 |
| Interquartile range (IQR) | 1459 |
Descriptive statistics
| Standard deviation | 1094.2337 |
|---|---|
| Coefficient of variation (CV) | 0.53898539 |
| Kurtosis | -0.49401726 |
| Mean | 2030.1733 |
| Median Absolute Deviation (MAD) | 724 |
| Skewness | 0.44865975 |
| Sum | 16048520 |
| Variance | 1197347.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1216 | 117 | 1.5% |
| 1434 | 105 | 1.3% |
| 769 | 83 | 1.0% |
| 3445 | 73 | 0.9% |
| 1765 | 64 | 0.8% |
| 1785 | 64 | 0.8% |
| 1363 | 60 | 0.8% |
| 904 | 59 | 0.7% |
| 334 | 58 | 0.7% |
| 2294 | 56 | 0.7% |
| Other values (451) | 7166 |
| Value | Count | Frequency (%) |
| 41 | 13 | |
| 51 | 16 | |
| 71 | 14 | |
| 76 | 1 | < 0.1% |
| 77 | 21 | |
| 78 | 1 | < 0.1% |
| 108 | 1 | < 0.1% |
| 110 | 25 | |
| 121 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4795 | 7 | 0.1% |
| 4556 | 51 | |
| 4523 | 15 | 0.2% |
| 4509 | 41 | |
| 4500 | 28 | |
| 4467 | 14 | 0.2% |
| 4459 | 19 | 0.2% |
| 4453 | 22 | |
| 4427 | 14 | 0.2% |
| 4392 | 1 | < 0.1% |
drug
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.9 KiB |
| Placebo | |
|---|---|
| D-penicillamine |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 10.941809 |
| Min length | 7 |
Characters and Unicode
| Total characters | 86495 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D-penicillamine |
|---|---|
| 2nd row | Placebo |
| 3rd row | Placebo |
| 4th row | Placebo |
| 5th row | Placebo |
Common Values
| Value | Count | Frequency (%) |
| Placebo | 4010 | |
| D-penicillamine | 3895 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| placebo | 4010 | |
| d-penicillamine | 3895 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 11800 | |
| e | 11800 | |
| i | 11685 | |
| a | 7905 | |
| c | 7905 | |
| n | 7790 | |
| P | 4010 | 4.6% |
| b | 4010 | 4.6% |
| o | 4010 | 4.6% |
| D | 3895 | 4.5% |
| Other values (3) | 11685 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 74695 | |
| Uppercase Letter | 7905 | 9.1% |
| Dash Punctuation | 3895 | 4.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 11800 | |
| e | 11800 | |
| i | 11685 | |
| a | 7905 | |
| c | 7905 | |
| n | 7790 | |
| b | 4010 | 5.4% |
| o | 4010 | 5.4% |
| p | 3895 | 5.2% |
| m | 3895 | 5.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 4010 | |
| D | 3895 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3895 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 82600 | |
| Common | 3895 | 4.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 11800 | |
| e | 11800 | |
| i | 11685 | |
| a | 7905 | |
| c | 7905 | |
| n | 7790 | |
| P | 4010 | 4.9% |
| b | 4010 | 4.9% |
| o | 4010 | 4.9% |
| D | 3895 | 4.7% |
| Other values (2) | 7790 |
Common
| Value | Count | Frequency (%) |
| - | 3895 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 86495 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 11800 | |
| e | 11800 | |
| i | 11685 | |
| a | 7905 | |
| c | 7905 | |
| n | 7790 | |
| P | 4010 | 4.6% |
| b | 4010 | 4.6% |
| o | 4010 | 4.6% |
| D | 3895 | 4.5% |
| Other values (3) | 11685 |
age
Real number (ℝ)
| Distinct | 391 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18373.146 |
| Minimum | 9598 |
|---|---|
| Maximum | 28650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 9598 |
|---|---|
| 5-th percentile | 12307 |
| Q1 | 15574 |
| median | 18713 |
| Q3 | 20684 |
| 95-th percentile | 24622 |
| Maximum | 28650 |
| Range | 19052 |
| Interquartile range (IQR) | 5110 |
Descriptive statistics
| Standard deviation | 3679.9587 |
|---|---|
| Coefficient of variation (CV) | 0.20029007 |
| Kurtosis | -0.49738238 |
| Mean | 18373.146 |
| Median Absolute Deviation (MAD) | 2604 |
| Skewness | 0.084091298 |
| Sum | 1.4523972 × 108 |
| Variance | 13542096 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22369 | 79 | 1.0% |
| 22388 | 71 | 0.9% |
| 20684 | 71 | 0.9% |
| 19060 | 70 | 0.9% |
| 16279 | 66 | 0.8% |
| 20459 | 65 | 0.8% |
| 19246 | 62 | 0.8% |
| 14161 | 62 | 0.8% |
| 22960 | 61 | 0.8% |
| 23331 | 61 | 0.8% |
| Other values (381) | 7237 |
| Value | Count | Frequency (%) |
| 9598 | 18 | |
| 10550 | 17 | |
| 10795 | 7 | 0.1% |
| 10810 | 1 | < 0.1% |
| 10958 | 1 | < 0.1% |
| 11058 | 33 | |
| 11167 | 10 | 0.1% |
| 11273 | 19 | |
| 11330 | 1 | < 0.1% |
| 11462 | 19 |
| Value | Count | Frequency (%) |
| 28650 | 36 | |
| 28018 | 5 | 0.1% |
| 27398 | 22 | |
| 27394 | 1 | < 0.1% |
| 27239 | 1 | < 0.1% |
| 27220 | 23 | |
| 26580 | 8 | 0.1% |
| 26567 | 1 | < 0.1% |
| 26259 | 13 | 0.2% |
| 25899 | 20 |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.9 KiB |
| F | |
|---|---|
| M | 569 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7905 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 7336 | |
| M | 569 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 7336 | |
| m | 569 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 7336 | |
| M | 569 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7905 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 7336 | |
| M | 569 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7905 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 7336 | |
| M | 569 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7905 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 7336 | |
| M | 569 | 7.2% |
ascites
Boolean
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 KiB |
| False | |
|---|---|
| True | 380 |
| Value | Count | Frequency (%) |
| False | 7525 | |
| True | 380 | 4.8% |
hepatomegaly
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4042 | |
| False | 3863 |
spiders
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5966 | |
| True | 1939 | 24.5% |
edema
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.9 KiB |
| N | |
|---|---|
| S | 399 |
| Y | 345 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7905 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | Y |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 7161 | |
| S | 399 | 5.0% |
| Y | 345 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| n | 7161 | |
| s | 399 | 5.0% |
| y | 345 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 7161 | |
| S | 399 | 5.0% |
| Y | 345 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7905 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 7161 | |
| S | 399 | 5.0% |
| Y | 345 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7905 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 7161 | |
| S | 399 | 5.0% |
| Y | 345 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7905 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 7161 | |
| S | 399 | 5.0% |
| Y | 345 | 4.4% |
bilirubin
Real number (ℝ)
| Distinct | 111 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5944845 |
| Minimum | 0.3 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 1.1 |
| Q3 | 3 |
| 95-th percentile | 11 |
| Maximum | 28 |
| Range | 27.7 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 3.8129603 |
|---|---|
| Coefficient of variation (CV) | 1.4696408 |
| Kurtosis | 12.908824 |
| Mean | 2.5944845 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 3.3396953 |
| Sum | 20509.4 |
| Variance | 14.538666 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6 | 847 | 10.7% |
| 0.7 | 653 | 8.3% |
| 0.8 | 613 | 7.8% |
| 0.9 | 608 | 7.7% |
| 0.5 | 552 | 7.0% |
| 1.1 | 443 | 5.6% |
| 1.3 | 368 | 4.7% |
| 1 | 292 | 3.7% |
| 0.4 | 180 | 2.3% |
| 1.4 | 175 | 2.2% |
| Other values (101) | 3174 |
| Value | Count | Frequency (%) |
| 0.3 | 52 | 0.7% |
| 0.4 | 180 | 2.3% |
| 0.5 | 552 | |
| 0.6 | 847 | |
| 0.7 | 653 | |
| 0.8 | 613 | |
| 0.9 | 608 | |
| 1 | 292 | 3.7% |
| 1.1 | 443 | |
| 1.2 | 166 | 2.1% |
| Value | Count | Frequency (%) |
| 28 | 13 | |
| 25.5 | 13 | |
| 24.5 | 16 | |
| 22.5 | 16 | |
| 21.9 | 1 | < 0.1% |
| 21.6 | 19 | |
| 21.4 | 1 | < 0.1% |
| 20 | 4 | 0.1% |
| 18 | 4 | 0.1% |
| 17.9 | 9 |
cholesterol
Real number (ℝ)
| Distinct | 226 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 350.56192 |
| Minimum | 120 |
|---|---|
| Maximum | 1775 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 120 |
|---|---|
| 5-th percentile | 198 |
| Q1 | 248 |
| median | 298 |
| Q3 | 390 |
| 95-th percentile | 646 |
| Maximum | 1775 |
| Range | 1655 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 195.37934 |
|---|---|
| Coefficient of variation (CV) | 0.5573319 |
| Kurtosis | 18.162327 |
| Mean | 350.56192 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 3.6796575 |
| Sum | 2771192 |
| Variance | 38173.088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 448 | 152 | 1.9% |
| 248 | 151 | 1.9% |
| 263 | 143 | 1.8% |
| 298 | 138 | 1.7% |
| 232 | 131 | 1.7% |
| 260 | 120 | 1.5% |
| 257 | 117 | 1.5% |
| 316 | 110 | 1.4% |
| 236 | 109 | 1.4% |
| 280 | 106 | 1.3% |
| Other values (216) | 6628 |
| Value | Count | Frequency (%) |
| 120 | 10 | 0.1% |
| 127 | 18 | 0.2% |
| 132 | 36 | |
| 134 | 1 | < 0.1% |
| 149 | 7 | 0.1% |
| 151 | 9 | 0.1% |
| 168 | 9 | 0.1% |
| 172 | 19 | 0.2% |
| 174 | 20 | 0.3% |
| 175 | 58 |
| Value | Count | Frequency (%) |
| 1775 | 11 | |
| 1712 | 19 | |
| 1600 | 22 | |
| 1492 | 1 | < 0.1% |
| 1480 | 11 | |
| 1436 | 1 | < 0.1% |
| 1336 | 9 | |
| 1276 | 21 | |
| 1236 | 1 | < 0.1% |
| 1128 | 14 |
albumin
Real number (ℝ)
| Distinct | 160 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5483226 |
| Minimum | 1.96 |
|---|---|
| Maximum | 4.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 1.96 |
|---|---|
| 5-th percentile | 2.97 |
| Q1 | 3.35 |
| median | 3.58 |
| Q3 | 3.77 |
| 95-th percentile | 4.08 |
| Maximum | 4.64 |
| Range | 2.68 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.34617081 |
|---|---|
| Coefficient of variation (CV) | 0.097559002 |
| Kurtosis | 1.3396217 |
| Mean | 3.5483226 |
| Median Absolute Deviation (MAD) | 0.21 |
| Skewness | -0.5611495 |
| Sum | 28049.49 |
| Variance | 0.11983423 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.35 | 370 | 4.7% |
| 3.6 | 368 | 4.7% |
| 3.7 | 326 | 4.1% |
| 3.85 | 255 | 3.2% |
| 3.5 | 223 | 2.8% |
| 3.77 | 217 | 2.7% |
| 3.26 | 195 | 2.5% |
| 3.65 | 183 | 2.3% |
| 3.61 | 166 | 2.1% |
| 3.2 | 161 | 2.0% |
| Other values (150) | 5441 |
| Value | Count | Frequency (%) |
| 1.96 | 4 | 0.1% |
| 2.1 | 4 | 0.1% |
| 2.23 | 3 | < 0.1% |
| 2.27 | 4 | 0.1% |
| 2.31 | 4 | 0.1% |
| 2.33 | 16 | 0.2% |
| 2.35 | 1 | < 0.1% |
| 2.43 | 50 | |
| 2.52 | 1 | < 0.1% |
| 2.53 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 4.64 | 20 | |
| 4.52 | 5 | 0.1% |
| 4.4 | 14 | 0.2% |
| 4.38 | 24 | |
| 4.34 | 1 | < 0.1% |
| 4.31 | 1 | < 0.1% |
| 4.3 | 42 | |
| 4.26 | 1 | < 0.1% |
| 4.24 | 12 | 0.2% |
| 4.23 | 19 |
copper
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.902846 |
| Minimum | 4 |
|---|---|
| Maximum | 588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 39 |
| median | 63 |
| Q3 | 102 |
| 95-th percentile | 231 |
| Maximum | 588 |
| Range | 584 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 75.899266 |
|---|---|
| Coefficient of variation (CV) | 0.90460895 |
| Kurtosis | 10.21299 |
| Mean | 83.902846 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 2.7017358 |
| Sum | 663252 |
| Variance | 5760.6986 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67 | 311 | 3.9% |
| 52 | 303 | 3.8% |
| 39 | 216 | 2.7% |
| 58 | 207 | 2.6% |
| 75 | 188 | 2.4% |
| 41 | 179 | 2.3% |
| 13 | 172 | 2.2% |
| 20 | 169 | 2.1% |
| 44 | 154 | 1.9% |
| 38 | 151 | 1.9% |
| Other values (161) | 5855 |
| Value | Count | Frequency (%) |
| 4 | 12 | 0.2% |
| 5 | 2 | < 0.1% |
| 9 | 53 | 0.7% |
| 10 | 25 | 0.3% |
| 11 | 60 | 0.8% |
| 12 | 36 | 0.5% |
| 13 | 172 | |
| 14 | 42 | 0.5% |
| 15 | 11 | 0.1% |
| 16 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 588 | 19 | |
| 558 | 7 | 0.1% |
| 464 | 26 | |
| 456 | 1 | < 0.1% |
| 444 | 21 | |
| 412 | 13 | 0.2% |
| 380 | 43 | |
| 358 | 21 | |
| 308 | 4 | 0.1% |
| 290 | 20 |
alk_phos
Real number (ℝ)
| Distinct | 364 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1816.7452 |
| Minimum | 289 |
|---|---|
| Maximum | 13862.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 289 |
|---|---|
| 5-th percentile | 614 |
| Q1 | 834 |
| median | 1181 |
| Q3 | 1857 |
| 95-th percentile | 6064.8 |
| Maximum | 13862.4 |
| Range | 13573.4 |
| Interquartile range (IQR) | 1023 |
Descriptive statistics
| Standard deviation | 1903.7507 |
|---|---|
| Coefficient of variation (CV) | 1.0478908 |
| Kurtosis | 11.59975 |
| Mean | 1816.7452 |
| Median Absolute Deviation (MAD) | 460 |
| Skewness | 3.1955577 |
| Sum | 14361371 |
| Variance | 3624266.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 663 | 117 | 1.5% |
| 1345 | 81 | 1.0% |
| 7277 | 79 | 1.0% |
| 944 | 78 | 1.0% |
| 794 | 76 | 1.0% |
| 645 | 76 | 1.0% |
| 1636 | 76 | 1.0% |
| 1052 | 75 | 0.9% |
| 2276 | 63 | 0.8% |
| 674 | 63 | 0.8% |
| Other values (354) | 7121 |
| Value | Count | Frequency (%) |
| 289 | 32 | |
| 310 | 10 | 0.1% |
| 369 | 21 | |
| 377 | 17 | |
| 414 | 8 | 0.1% |
| 423 | 31 | |
| 453 | 26 | |
| 466 | 16 | |
| 516 | 12 | 0.2% |
| 554 | 31 |
| Value | Count | Frequency (%) |
| 13862.4 | 15 | |
| 13486.2 | 1 | < 0.1% |
| 12258.8 | 26 | |
| 11552 | 11 | |
| 11320.2 | 15 | |
| 11046.6 | 12 | |
| 10795.4 | 1 | < 0.1% |
| 10396.8 | 22 | |
| 10165 | 11 | |
| 9933.2 | 3 | < 0.1% |
sgot
Real number (ℝ)
| Distinct | 206 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.6046 |
| Minimum | 26.35 |
|---|---|
| Maximum | 457.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 26.35 |
|---|---|
| 5-th percentile | 54.25 |
| Q1 | 75.95 |
| median | 108.5 |
| Q3 | 137.95 |
| 95-th percentile | 198.4 |
| Maximum | 457.25 |
| Range | 430.9 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 48.790945 |
|---|---|
| Coefficient of variation (CV) | 0.42573286 |
| Kurtosis | 5.8167874 |
| Mean | 114.6046 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 1.5348057 |
| Sum | 905949.38 |
| Variance | 2380.5563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 71.3 | 256 | 3.2% |
| 57.35 | 247 | 3.1% |
| 137.95 | 206 | 2.6% |
| 120.9 | 198 | 2.5% |
| 97.65 | 189 | 2.4% |
| 170.5 | 184 | 2.3% |
| 93 | 178 | 2.3% |
| 128.65 | 170 | 2.2% |
| 66.65 | 138 | 1.7% |
| 106.95 | 137 | 1.7% |
| Other values (196) | 6002 |
| Value | Count | Frequency (%) |
| 26.35 | 8 | 0.1% |
| 28.38 | 12 | 0.2% |
| 40.6 | 1 | < 0.1% |
| 41.85 | 16 | 0.2% |
| 43.4 | 40 | |
| 45 | 14 | 0.2% |
| 46.5 | 6 | 0.1% |
| 49.6 | 52 | |
| 51.15 | 57 | |
| 52 | 15 | 0.2% |
| Value | Count | Frequency (%) |
| 457.25 | 17 | |
| 338 | 9 | |
| 328.6 | 15 | |
| 299.15 | 6 | 0.1% |
| 288 | 9 | |
| 280.55 | 15 | |
| 272.8 | 9 | |
| 260.15 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 246.45 | 13 |
tryglicerides
Real number (ℝ)
| Distinct | 154 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.34016 |
| Minimum | 33 |
|---|---|
| Maximum | 598 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 84 |
| median | 104 |
| Q3 | 139 |
| 95-th percentile | 210 |
| Maximum | 598 |
| Range | 565 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 52.530402 |
|---|---|
| Coefficient of variation (CV) | 0.45543894 |
| Kurtosis | 15.048118 |
| Mean | 115.34016 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 2.6339208 |
| Sum | 911764 |
| Variance | 2759.4431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 262 | 3.3% |
| 85 | 223 | 2.8% |
| 91 | 218 | 2.8% |
| 118 | 211 | 2.7% |
| 68 | 188 | 2.4% |
| 56 | 187 | 2.4% |
| 146 | 181 | 2.3% |
| 108 | 175 | 2.2% |
| 55 | 171 | 2.2% |
| 133 | 170 | 2.2% |
| Other values (144) | 5919 |
| Value | Count | Frequency (%) |
| 33 | 13 | 0.2% |
| 44 | 37 | 0.5% |
| 46 | 12 | 0.2% |
| 49 | 13 | 0.2% |
| 50 | 19 | 0.2% |
| 52 | 24 | 0.3% |
| 53 | 15 | 0.2% |
| 55 | 171 | |
| 56 | 187 | |
| 57 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 598 | 13 | |
| 432 | 16 | |
| 393 | 1 | < 0.1% |
| 382 | 4 | 0.1% |
| 322 | 5 | 0.1% |
| 319 | 15 | |
| 318 | 18 | |
| 309 | 20 | |
| 283 | 1 | < 0.1% |
| 280 | 20 |
platelets
Real number (ℝ)
| Distinct | 227 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 265.22897 |
| Minimum | 62 |
|---|---|
| Maximum | 563 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 62 |
|---|---|
| 5-th percentile | 128 |
| Q1 | 211 |
| median | 265 |
| Q3 | 316 |
| 95-th percentile | 430 |
| Maximum | 563 |
| Range | 501 |
| Interquartile range (IQR) | 105 |
Descriptive statistics
| Standard deviation | 87.465579 |
|---|---|
| Coefficient of variation (CV) | 0.32977385 |
| Kurtosis | 0.33057783 |
| Mean | 265.22897 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 0.42004793 |
| Sum | 2096635 |
| Variance | 7650.2274 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 344 | 233 | 2.9% |
| 228 | 159 | 2.0% |
| 268 | 158 | 2.0% |
| 295 | 154 | 1.9% |
| 336 | 147 | 1.9% |
| 251 | 144 | 1.8% |
| 265 | 138 | 1.7% |
| 269 | 136 | 1.7% |
| 213 | 136 | 1.7% |
| 309 | 132 | 1.7% |
| Other values (217) | 6368 |
| Value | Count | Frequency (%) |
| 62 | 11 | 0.1% |
| 65 | 1 | < 0.1% |
| 70 | 10 | 0.1% |
| 71 | 15 | 0.2% |
| 76 | 1 | < 0.1% |
| 79 | 18 | |
| 80 | 25 | |
| 81 | 11 | 0.1% |
| 88 | 3 | < 0.1% |
| 95 | 38 |
| Value | Count | Frequency (%) |
| 563 | 36 | |
| 539 | 5 | 0.1% |
| 518 | 14 | 0.2% |
| 515 | 2 | < 0.1% |
| 514 | 13 | 0.2% |
| 493 | 17 | |
| 487 | 10 | 0.1% |
| 474 | 17 | |
| 471 | 24 | |
| 467 | 40 |
prothrombin
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.629462 |
| Minimum | 9 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.9 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 9.6 |
| Q1 | 10 |
| median | 10.6 |
| Q3 | 11 |
| 95-th percentile | 12 |
| Maximum | 18 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.78173483 |
|---|---|
| Coefficient of variation (CV) | 0.073544155 |
| Kurtosis | 4.288955 |
| Mean | 10.629462 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 1.292436 |
| Sum | 84025.9 |
| Variance | 0.61110934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 10.6 | 1070 | 13.5% |
| 11 | 842 | 10.7% |
| 10 | 638 | 8.1% |
| 9.9 | 517 | 6.5% |
| 9.8 | 440 | 5.6% |
| 10.1 | 390 | 4.9% |
| 10.9 | 339 | 4.3% |
| 11.5 | 295 | 3.7% |
| 9.6 | 288 | 3.6% |
| 10.2 | 283 | 3.6% |
| Other values (39) | 2803 |
| Value | Count | Frequency (%) |
| 9 | 8 | 0.1% |
| 9.1 | 9 | 0.1% |
| 9.2 | 5 | 0.1% |
| 9.3 | 8 | 0.1% |
| 9.4 | 17 | 0.2% |
| 9.5 | 137 | 1.7% |
| 9.6 | 288 | |
| 9.7 | 199 | 2.5% |
| 9.8 | 440 | |
| 9.9 | 517 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17.1 | 2 | < 0.1% |
| 15.2 | 12 | 0.2% |
| 14.1 | 4 | 0.1% |
| 13.6 | 9 | 0.1% |
| 13.4 | 1 | < 0.1% |
| 13.3 | 6 | 0.1% |
| 13.2 | 32 | |
| 13.1 | 1 | < 0.1% |
| 13 | 45 |
stage
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.9 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 23715 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 4.0 |
| 4th row | 3.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 3153 | |
| 4.0 | 2703 | |
| 2.0 | 1652 | |
| 1.0 | 397 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 3153 | |
| 4.0 | 2703 | |
| 2.0 | 1652 | |
| 1.0 | 397 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 7905 | |
| 0 | 7905 | |
| 3 | 3153 | 13.3% |
| 4 | 2703 | 11.4% |
| 2 | 1652 | 7.0% |
| 1 | 397 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15810 | |
| Other Punctuation | 7905 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7905 | |
| 3 | 3153 | 19.9% |
| 4 | 2703 | 17.1% |
| 2 | 1652 | 10.4% |
| 1 | 397 | 2.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7905 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23715 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 7905 | |
| 0 | 7905 | |
| 3 | 3153 | 13.3% |
| 4 | 2703 | 11.4% |
| 2 | 1652 | 7.0% |
| 1 | 397 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23715 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 7905 | |
| 0 | 7905 | |
| 3 | 3153 | 13.3% |
| 4 | 2703 | 11.4% |
| 2 | 1652 | 7.0% |
| 1 | 397 | 1.7% |
status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.9 KiB |
| C | |
|---|---|
| D | |
| CL | 275 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0347881 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8180 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D |
|---|---|
| 2nd row | C |
| 3rd row | D |
| 4th row | C |
| 5th row | C |
Common Values
| Value | Count | Frequency (%) |
| C | 4965 | |
| D | 2665 | |
| CL | 275 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| c | 4965 | |
| d | 2665 | |
| cl | 275 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 5240 | |
| D | 2665 | |
| L | 275 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8180 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5240 | |
| D | 2665 | |
| L | 275 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8180 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 5240 | |
| D | 2665 | |
| L | 275 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8180 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 5240 | |
| D | 2665 | |
| L | 275 | 3.4% |
| id | n_days | age | bilirubin | cholesterol | albumin | copper | alk_phos | sgot | tryglicerides | platelets | prothrombin | drug | sex | ascites | hepatomegaly | spiders | edema | stage | status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.010 | -0.010 | 0.013 | -0.009 | -0.017 | -0.001 | 0.005 | 0.021 | 0.001 | -0.004 | 0.013 | 0.000 | 0.024 | 0.022 | 0.024 | 0.000 | 0.000 | 0.019 | 0.000 |
| n_days | -0.010 | 1.000 | -0.104 | -0.405 | -0.123 | 0.241 | -0.338 | -0.147 | -0.281 | -0.209 | 0.155 | -0.150 | 0.053 | 0.086 | 0.512 | 0.327 | 0.271 | 0.371 | 0.175 | 0.349 |
| age | -0.010 | -0.104 | 1.000 | 0.055 | -0.077 | -0.079 | 0.034 | -0.041 | -0.037 | 0.021 | -0.097 | 0.134 | 0.129 | 0.146 | 0.191 | 0.126 | 0.082 | 0.140 | 0.104 | 0.173 |
| bilirubin | 0.013 | -0.405 | 0.055 | 1.000 | 0.325 | -0.304 | 0.586 | 0.333 | 0.499 | 0.316 | -0.168 | 0.268 | 0.084 | 0.106 | 0.439 | 0.335 | 0.321 | 0.301 | 0.137 | 0.348 |
| cholesterol | -0.009 | -0.123 | -0.077 | 0.325 | 1.000 | -0.054 | 0.255 | 0.320 | 0.347 | 0.332 | 0.124 | -0.050 | 0.079 | 0.049 | 0.076 | 0.136 | 0.072 | 0.033 | 0.035 | 0.156 |
| albumin | -0.017 | 0.241 | -0.079 | -0.304 | -0.054 | 1.000 | -0.236 | -0.167 | -0.220 | -0.113 | 0.125 | -0.167 | 0.105 | 0.060 | 0.443 | 0.268 | 0.230 | 0.316 | 0.153 | 0.223 |
| copper | -0.001 | -0.338 | 0.034 | 0.586 | 0.255 | -0.236 | 1.000 | 0.281 | 0.438 | 0.341 | -0.126 | 0.209 | 0.072 | 0.179 | 0.334 | 0.312 | 0.282 | 0.240 | 0.138 | 0.324 |
| alk_phos | 0.005 | -0.147 | -0.041 | 0.333 | 0.320 | -0.167 | 0.281 | 1.000 | 0.427 | 0.195 | 0.052 | 0.092 | 0.053 | 0.036 | 0.122 | 0.210 | 0.099 | 0.114 | 0.063 | 0.171 |
| sgot | 0.021 | -0.281 | -0.037 | 0.499 | 0.347 | -0.220 | 0.438 | 0.427 | 1.000 | 0.186 | -0.036 | 0.134 | 0.081 | 0.076 | 0.143 | 0.233 | 0.191 | 0.114 | 0.093 | 0.242 |
| tryglicerides | 0.001 | -0.209 | 0.021 | 0.316 | 0.332 | -0.113 | 0.341 | 0.195 | 0.186 | 1.000 | -0.013 | 0.008 | 0.057 | 0.114 | 0.213 | 0.219 | 0.137 | 0.104 | 0.059 | 0.160 |
| platelets | -0.004 | 0.155 | -0.097 | -0.168 | 0.124 | 0.125 | -0.126 | 0.052 | -0.036 | -0.013 | 1.000 | -0.179 | 0.066 | 0.057 | 0.287 | 0.221 | 0.212 | 0.189 | 0.134 | 0.172 |
| prothrombin | 0.013 | -0.150 | 0.134 | 0.268 | -0.050 | -0.167 | 0.209 | 0.092 | 0.134 | 0.008 | -0.179 | 1.000 | 0.040 | 0.089 | 0.345 | 0.307 | 0.311 | 0.297 | 0.198 | 0.301 |
| drug | 0.000 | 0.053 | 0.129 | 0.084 | 0.079 | 0.105 | 0.072 | 0.053 | 0.081 | 0.057 | 0.066 | 0.040 | 1.000 | 0.043 | 0.045 | 0.062 | 0.000 | 0.033 | 0.027 | 0.022 |
| sex | 0.024 | 0.086 | 0.146 | 0.106 | 0.049 | 0.060 | 0.179 | 0.036 | 0.076 | 0.114 | 0.057 | 0.089 | 0.043 | 1.000 | 0.033 | 0.065 | 0.024 | 0.070 | 0.038 | 0.130 |
| ascites | 0.022 | 0.512 | 0.191 | 0.439 | 0.076 | 0.443 | 0.334 | 0.122 | 0.143 | 0.213 | 0.287 | 0.345 | 0.045 | 0.033 | 1.000 | 0.184 | 0.209 | 0.669 | 0.195 | 0.276 |
| hepatomegaly | 0.024 | 0.327 | 0.126 | 0.335 | 0.136 | 0.268 | 0.312 | 0.210 | 0.233 | 0.219 | 0.221 | 0.307 | 0.062 | 0.065 | 0.184 | 1.000 | 0.329 | 0.227 | 0.526 | 0.396 |
| spiders | 0.000 | 0.271 | 0.082 | 0.321 | 0.072 | 0.230 | 0.282 | 0.099 | 0.191 | 0.137 | 0.212 | 0.311 | 0.000 | 0.024 | 0.209 | 0.329 | 1.000 | 0.266 | 0.308 | 0.324 |
| edema | 0.000 | 0.371 | 0.140 | 0.301 | 0.033 | 0.316 | 0.240 | 0.114 | 0.114 | 0.104 | 0.189 | 0.297 | 0.033 | 0.070 | 0.669 | 0.227 | 0.266 | 1.000 | 0.171 | 0.241 |
| stage | 0.019 | 0.175 | 0.104 | 0.137 | 0.035 | 0.153 | 0.138 | 0.063 | 0.093 | 0.059 | 0.134 | 0.198 | 0.027 | 0.038 | 0.195 | 0.526 | 0.308 | 0.171 | 1.000 | 0.273 |
| status | 0.000 | 0.349 | 0.173 | 0.348 | 0.156 | 0.223 | 0.324 | 0.171 | 0.242 | 0.160 | 0.172 | 0.301 | 0.022 | 0.130 | 0.276 | 0.396 | 0.324 | 0.241 | 0.273 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | n_days | drug | age | sex | ascites | hepatomegaly | spiders | edema | bilirubin | cholesterol | albumin | copper | alk_phos | sgot | tryglicerides | platelets | prothrombin | stage | status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 999 | D-penicillamine | 21532 | M | N | N | N | N | 2.300000 | 316.000000 | 3.350000 | 172.000000 | 1601.000000 | 179.800000 | 63.000000 | 394.000000 | 9.700000 | 3.000000 | D |
| 1 | 1 | 2574 | Placebo | 19237 | F | N | N | N | N | 0.900000 | 364.000000 | 3.540000 | 63.000000 | 1440.000000 | 134.850000 | 88.000000 | 361.000000 | 11.000000 | 3.000000 | C |
| 2 | 2 | 3428 | Placebo | 13727 | F | N | Y | Y | Y | 3.300000 | 299.000000 | 3.550000 | 131.000000 | 1029.000000 | 119.350000 | 50.000000 | 199.000000 | 11.700000 | 4.000000 | D |
| 3 | 3 | 2576 | Placebo | 18460 | F | N | N | N | N | 0.600000 | 256.000000 | 3.500000 | 58.000000 | 1653.000000 | 71.300000 | 96.000000 | 269.000000 | 10.700000 | 3.000000 | C |
| 4 | 4 | 788 | Placebo | 16658 | F | N | Y | N | N | 1.100000 | 346.000000 | 3.650000 | 63.000000 | 1181.000000 | 125.550000 | 96.000000 | 298.000000 | 10.600000 | 4.000000 | C |
| 5 | 5 | 703 | D-penicillamine | 19270 | F | N | Y | N | N | 0.600000 | 227.000000 | 3.460000 | 34.000000 | 6456.200000 | 60.630000 | 68.000000 | 213.000000 | 11.500000 | 3.000000 | D |
| 6 | 6 | 1300 | Placebo | 17703 | F | N | N | N | N | 1.000000 | 328.000000 | 3.350000 | 43.000000 | 1677.000000 | 137.950000 | 90.000000 | 291.000000 | 9.800000 | 3.000000 | C |
| 7 | 7 | 1615 | Placebo | 21281 | F | N | Y | N | N | 0.600000 | 273.000000 | 3.940000 | 36.000000 | 598.000000 | 52.700000 | 214.000000 | 227.000000 | 9.900000 | 3.000000 | C |
| 8 | 8 | 2050 | D-penicillamine | 20684 | F | N | N | N | N | 0.700000 | 360.000000 | 3.650000 | 72.000000 | 3196.000000 | 94.550000 | 154.000000 | 269.000000 | 9.800000 | 2.000000 | C |
| 9 | 9 | 2615 | D-penicillamine | 15009 | F | N | N | N | N | 0.900000 | 478.000000 | 3.600000 | 39.000000 | 1758.000000 | 171.000000 | 140.000000 | 234.000000 | 10.600000 | 2.000000 | C |
| id | n_days | drug | age | sex | ascites | hepatomegaly | spiders | edema | bilirubin | cholesterol | albumin | copper | alk_phos | sgot | tryglicerides | platelets | prothrombin | stage | status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7895 | 7895 | 1433 | Placebo | 14161 | F | N | N | N | N | 0.500000 | 291.000000 | 4.240000 | 37.000000 | 1065.000000 | 85.250000 | 195.000000 | 201.000000 | 10.600000 | 2.000000 | C |
| 7896 | 7896 | 1271 | Placebo | 13806 | F | N | N | N | N | 0.600000 | 328.000000 | 3.950000 | 31.000000 | 663.000000 | 52.700000 | 166.000000 | 344.000000 | 10.400000 | 3.000000 | C |
| 7897 | 7897 | 1455 | Placebo | 16898 | F | N | N | Y | N | 3.400000 | 279.000000 | 3.530000 | 143.000000 | 671.000000 | 113.150000 | 72.000000 | 151.000000 | 9.800000 | 3.000000 | C |
| 7898 | 7898 | 77 | Placebo | 19884 | F | Y | Y | N | Y | 5.100000 | 178.000000 | 2.750000 | 464.000000 | 1020.000000 | 120.900000 | 118.000000 | 80.000000 | 12.300000 | 4.000000 | D |
| 7899 | 7899 | 1413 | Placebo | 24622 | F | N | N | N | N | 1.300000 | 262.000000 | 3.730000 | 65.000000 | 2045.000000 | 89.900000 | 78.000000 | 181.000000 | 11.000000 | 3.000000 | D |
| 7900 | 7900 | 1166 | D-penicillamine | 16839 | F | N | N | N | N | 0.800000 | 309.000000 | 3.560000 | 38.000000 | 1629.000000 | 79.050000 | 224.000000 | 344.000000 | 9.900000 | 2.000000 | C |
| 7901 | 7901 | 1492 | Placebo | 17031 | F | N | Y | N | N | 0.900000 | 260.000000 | 3.430000 | 62.000000 | 1440.000000 | 142.000000 | 78.000000 | 277.000000 | 10.000000 | 4.000000 | C |
| 7902 | 7902 | 1576 | D-penicillamine | 25873 | F | N | N | Y | S | 2.000000 | 225.000000 | 3.190000 | 51.000000 | 933.000000 | 69.750000 | 62.000000 | 200.000000 | 12.700000 | 2.000000 | D |
| 7903 | 7903 | 3584 | D-penicillamine | 22960 | M | N | Y | N | N | 0.700000 | 248.000000 | 2.750000 | 32.000000 | 1003.000000 | 57.350000 | 118.000000 | 221.000000 | 10.600000 | 4.000000 | D |
| 7904 | 7904 | 1978 | D-penicillamine | 19237 | F | N | N | N | N | 0.700000 | 256.000000 | 3.230000 | 22.000000 | 645.000000 | 74.400000 | 85.000000 | 336.000000 | 10.300000 | 3.000000 | C |